Overview
Brought to you by YData
Dataset statistics
| Number of variables | 30 |
|---|---|
| Number of observations | 1500 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 351.7 KiB |
| Average record size in memory | 240.1 B |
Variable types
| Text | 1 |
|---|---|
| Numeric | 14 |
| Categorical | 13 |
| Boolean | 1 |
| DateTime | 1 |
Age is highly overall correlated with Years_Experience | High correlation |
Efficiency_Rating is highly overall correlated with Innovation_Score and 3 other fields | High correlation |
Innovation_Score is highly overall correlated with Efficiency_Rating and 3 other fields | High correlation |
Job_Level is highly overall correlated with Years_Experience | High correlation |
Productivity_Score is highly overall correlated with Efficiency_Rating and 3 other fields | High correlation |
Quality_Score is highly overall correlated with Efficiency_Rating and 3 other fields | High correlation |
Task_Completion_Rate is highly overall correlated with Efficiency_Rating and 3 other fields | High correlation |
Years_Experience is highly overall correlated with Age and 1 other fields | High correlation |
Employee_ID has unique values | Unique |
Years_Experience has 259 (17.3%) zeros | Zeros |
WFH_Days_Per_Week has 137 (9.1%) zeros | Zeros |
Commute_Time_Minutes has 266 (17.7%) zeros | Zeros |
Reproduction
| Analysis started | 2025-07-21 00:29:49.381670 |
|---|---|
| Analysis finished | 2025-07-21 00:30:03.510746 |
| Duration | 14.13 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
Employee_ID
Text
Unique
| Distinct | 1500 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.8 KiB |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Unique
| Unique | 1500 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | EMP0001 |
|---|---|
| 2nd row | EMP0002 |
| 3rd row | EMP0003 |
| 4th row | EMP0004 |
| 5th row | EMP0005 |
| Value | Count | Frequency (%) |
| emp0013 | 1 | 0.1% |
| emp1500 | 1 | 0.1% |
| emp0001 | 1 | 0.1% |
| emp0002 | 1 | 0.1% |
| emp0003 | 1 | 0.1% |
| emp0004 | 1 | 0.1% |
| emp0005 | 1 | 0.1% |
| emp0006 | 1 | 0.1% |
| emp0007 | 1 | 0.1% |
| emp0008 | 1 | 0.1% |
| Other values (1490) | 1490 |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 1500 | |
| M | 1500 | |
| P | 1500 | |
| 0 | 1498 | |
| 1 | 1001 | |
| 3 | 500 | 4.8% |
| 2 | 500 | 4.8% |
| 4 | 500 | 4.8% |
| 5 | 401 | 3.8% |
| 6 | 400 | 3.8% |
| Other values (3) | 1200 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10500 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| E | 1500 | |
| M | 1500 | |
| P | 1500 | |
| 0 | 1498 | |
| 1 | 1001 | |
| 3 | 500 | 4.8% |
| 2 | 500 | 4.8% |
| 4 | 500 | 4.8% |
| 5 | 401 | 3.8% |
| 6 | 400 | 3.8% |
| Other values (3) | 1200 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10500 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| E | 1500 | |
| M | 1500 | |
| P | 1500 | |
| 0 | 1498 | |
| 1 | 1001 | |
| 3 | 500 | 4.8% |
| 2 | 500 | 4.8% |
| 4 | 500 | 4.8% |
| 5 | 401 | 3.8% |
| 6 | 400 | 3.8% |
| Other values (3) | 1200 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10500 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| E | 1500 | |
| M | 1500 | |
| P | 1500 | |
| 0 | 1498 | |
| 1 | 1001 | |
| 3 | 500 | 4.8% |
| 2 | 500 | 4.8% |
| 4 | 500 | 4.8% |
| 5 | 401 | 3.8% |
| 6 | 400 | 3.8% |
| Other values (3) | 1200 |
Age
Real number (ℝ)
High correlation
| Distinct | 40 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.190667 |
| Minimum | 22 |
|---|---|
| Maximum | 65 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.8 KiB |
Quantile statistics
| Minimum | 22 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 29 |
| median | 35 |
| Q3 | 41 |
| 95-th percentile | 50 |
| Maximum | 65 |
| Range | 43 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.4069077 |
|---|---|
| Coefficient of variation (CV) | 0.23889595 |
| Kurtosis | -0.36226522 |
| Mean | 35.190667 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.34046357 |
| Sum | 52786 |
| Variance | 70.676097 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) |
| 22 | 125 | 8.3% |
| 35 | 73 | 4.9% |
| 37 | 71 | 4.7% |
| 40 | 69 | 4.6% |
| 36 | 69 | 4.6% |
| 34 | 68 | 4.5% |
| 30 | 66 | 4.4% |
| 29 | 64 | 4.3% |
| 38 | 63 | 4.2% |
| 32 | 61 | 4.1% |
| Other values (30) | 771 |
| Value | Count | Frequency (%) |
| 22 | 125 | |
| 23 | 30 | 2.0% |
| 24 | 26 | 1.7% |
| 25 | 37 | 2.5% |
| 26 | 41 | 2.7% |
| 27 | 42 | 2.8% |
| 28 | 52 | |
| 29 | 64 | |
| 30 | 66 | |
| 31 | 45 | 3.0% |
| Value | Count | Frequency (%) |
| 65 | 1 | 0.1% |
| 62 | 1 | 0.1% |
| 59 | 1 | 0.1% |
| 58 | 6 | |
| 57 | 5 | |
| 56 | 2 | 0.1% |
| 55 | 6 | |
| 54 | 12 | |
| 53 | 11 | |
| 52 | 4 | 0.3% |
Years_Experience
Real number (ℝ)
High correlation Zeros
| Distinct | 31 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.5946667 |
| Minimum | 0 |
|---|---|
| Maximum | 32 |
| Zeros | 259 |
| Zeros (%) | 17.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 14 |
| Maximum | 32 |
| Range | 32 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.7406069 |
|---|---|
| Coefficient of variation (CV) | 1.031763 |
| Kurtosis | 3.8609257 |
| Mean | 4.5946667 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.683703 |
| Sum | 6892 |
| Variance | 22.473354 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 0 | 259 | |
| 1 | 227 | |
| 2 | 153 | |
| 3 | 139 | |
| 4 | 123 | |
| 5 | 110 | |
| 6 | 95 | 6.3% |
| 7 | 74 | 4.9% |
| 8 | 64 | 4.3% |
| 9 | 56 | 3.7% |
| Other values (21) | 200 |
| Value | Count | Frequency (%) |
| 0 | 259 | |
| 1 | 227 | |
| 2 | 153 | |
| 3 | 139 | |
| 4 | 123 | |
| 5 | 110 | |
| 6 | 95 | 6.3% |
| 7 | 74 | 4.9% |
| 8 | 64 | 4.3% |
| 9 | 56 | 3.7% |
| Value | Count | Frequency (%) |
| 32 | 1 | 0.1% |
| 31 | 1 | 0.1% |
| 29 | 1 | 0.1% |
| 28 | 1 | 0.1% |
| 27 | 1 | 0.1% |
| 25 | 1 | 0.1% |
| 24 | 4 | |
| 23 | 3 | |
| 22 | 1 | 0.1% |
| 21 | 4 |
WFH_Days_Per_Week
Real number (ℝ)
Zeros
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8573333 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 137 |
| Zeros (%) | 9.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.4898969 |
|---|---|
| Coefficient of variation (CV) | 0.52142915 |
| Kurtosis | -0.81815308 |
| Mean | 2.8573333 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.38487106 |
| Sum | 4286 |
| Variance | 2.2197928 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 405 | |
| 3 | 330 | |
| 2 | 264 | |
| 5 | 196 | |
| 1 | 168 | |
| 0 | 137 | 9.1% |
| Value | Count | Frequency (%) |
| 0 | 137 | 9.1% |
| 1 | 168 | |
| 2 | 264 | |
| 3 | 330 | |
| 4 | 405 | |
| 5 | 196 |
| Value | Count | Frequency (%) |
| 5 | 196 | |
| 4 | 405 | |
| 3 | 330 | |
| 2 | 264 | |
| 1 | 168 | |
| 0 | 137 | 9.1% |
Gender
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.8 KiB |
| Female | |
|---|---|
| Male | |
| Non-binary | 60 |
Length
| Max length | 10 |
|---|---|
| Median length | 6 |
| Mean length | 5.2226667 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Female |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Female | 737 | |
| Male | 703 | |
| Non-binary | 60 | 4.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 737 | |
| male | 703 | |
| non-binary | 60 | 4.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 2177 | |
| a | 1500 | |
| l | 1440 | |
| F | 737 | 9.4% |
| m | 737 | 9.4% |
| M | 703 | 9.0% |
| n | 120 | 1.5% |
| N | 60 | 0.8% |
| o | 60 | 0.8% |
| - | 60 | 0.8% |
| Other values (4) | 240 | 3.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7834 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 2177 | |
| a | 1500 | |
| l | 1440 | |
| F | 737 | 9.4% |
| m | 737 | 9.4% |
| M | 703 | 9.0% |
| n | 120 | 1.5% |
| N | 60 | 0.8% |
| o | 60 | 0.8% |
| - | 60 | 0.8% |
| Other values (4) | 240 | 3.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7834 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 2177 | |
| a | 1500 | |
| l | 1440 | |
| F | 737 | 9.4% |
| m | 737 | 9.4% |
| M | 703 | 9.0% |
| n | 120 | 1.5% |
| N | 60 | 0.8% |
| o | 60 | 0.8% |
| - | 60 | 0.8% |
| Other values (4) | 240 | 3.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7834 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 2177 | |
| a | 1500 | |
| l | 1440 | |
| F | 737 | 9.4% |
| m | 737 | 9.4% |
| M | 703 | 9.0% |
| n | 120 | 1.5% |
| N | 60 | 0.8% |
| o | 60 | 0.8% |
| - | 60 | 0.8% |
| Other values (4) | 240 | 3.1% |
Education_Level
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.8 KiB |
| Bachelor Degree | |
|---|---|
| Master Degree | |
| Associate Degree | |
| PhD | |
| High School |
Length
| Max length | 19 |
|---|---|
| Median length | 16 |
| Mean length | 13.620667 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Associate Degree |
|---|---|
| 2nd row | Master Degree |
| 3rd row | PhD |
| 4th row | Bachelor Degree |
| 5th row | High School |
Common Values
| Value | Count | Frequency (%) |
| Bachelor Degree | 673 | |
| Master Degree | 489 | |
| Associate Degree | 153 | 10.2% |
| PhD | 88 | 5.9% |
| High School | 72 | 4.8% |
| Professional Degree | 25 | 1.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| degree | 1340 | |
| bachelor | 673 | |
| master | 489 | 16.8% |
| associate | 153 | 5.3% |
| phd | 88 | 3.0% |
| high | 72 | 2.5% |
| school | 72 | 2.5% |
| professional | 25 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 5360 | |
| r | 2527 | |
| D | 1428 | 7.0% |
| 1412 | 6.9% | |
| g | 1412 | 6.9% |
| a | 1340 | 6.6% |
| o | 1020 | 5.0% |
| h | 905 | 4.4% |
| c | 898 | 4.4% |
| s | 845 | 4.1% |
| Other values (11) | 3284 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 20431 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 5360 | |
| r | 2527 | |
| D | 1428 | 7.0% |
| 1412 | 6.9% | |
| g | 1412 | 6.9% |
| a | 1340 | 6.6% |
| o | 1020 | 5.0% |
| h | 905 | 4.4% |
| c | 898 | 4.4% |
| s | 845 | 4.1% |
| Other values (11) | 3284 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 20431 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 5360 | |
| r | 2527 | |
| D | 1428 | 7.0% |
| 1412 | 6.9% | |
| g | 1412 | 6.9% |
| a | 1340 | 6.6% |
| o | 1020 | 5.0% |
| h | 905 | 4.4% |
| c | 898 | 4.4% |
| s | 845 | 4.1% |
| Other values (11) | 3284 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 20431 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 5360 | |
| r | 2527 | |
| D | 1428 | 7.0% |
| 1412 | 6.9% | |
| g | 1412 | 6.9% |
| a | 1340 | 6.6% |
| o | 1020 | 5.0% |
| h | 905 | 4.4% |
| c | 898 | 4.4% |
| s | 845 | 4.1% |
| Other values (11) | 3284 |
Marital_Status
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.8 KiB |
| Married | |
|---|---|
| Single | |
| Divorced | |
| In Relationship |
Length
| Max length | 15 |
|---|---|
| Median length | 7 |
| Mean length | 7.4966667 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Married |
|---|---|
| 2nd row | Married |
| 3rd row | Single |
| 4th row | Married |
| 5th row | Divorced |
Common Values
| Value | Count | Frequency (%) |
| Married | 775 | |
| Single | 417 | |
| Divorced | 186 | 12.4% |
| In Relationship | 122 | 8.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 775 | |
| single | 417 | |
| divorced | 186 | 11.5% |
| in | 122 | 7.5% |
| relationship | 122 | 7.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1736 | |
| i | 1622 | |
| e | 1500 | |
| d | 961 | |
| a | 897 | |
| M | 775 | |
| n | 661 | 5.9% |
| l | 539 | 4.8% |
| S | 417 | 3.7% |
| g | 417 | 3.7% |
| Other values (11) | 1720 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 11245 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 1736 | |
| i | 1622 | |
| e | 1500 | |
| d | 961 | |
| a | 897 | |
| M | 775 | |
| n | 661 | 5.9% |
| l | 539 | 4.8% |
| S | 417 | 3.7% |
| g | 417 | 3.7% |
| Other values (11) | 1720 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 11245 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 1736 | |
| i | 1622 | |
| e | 1500 | |
| d | 961 | |
| a | 897 | |
| M | 775 | |
| n | 661 | 5.9% |
| l | 539 | 4.8% |
| S | 417 | 3.7% |
| g | 417 | 3.7% |
| Other values (11) | 1720 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 11245 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 1736 | |
| i | 1622 | |
| e | 1500 | |
| d | 961 | |
| a | 897 | |
| M | 775 | |
| n | 661 | 5.9% |
| l | 539 | 4.8% |
| S | 417 | 3.7% |
| g | 417 | 3.7% |
| Other values (11) | 1720 |
| Value | Count | Frequency (%) |
| False | 824 | |
| True | 676 |
Location_Type
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.8 KiB |
| Suburban | |
|---|---|
| Urban | |
| Rural |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 6.344 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Urban |
|---|---|
| 2nd row | Urban |
| 3rd row | Rural |
| 4th row | Urban |
| 5th row | Rural |
Common Values
| Value | Count | Frequency (%) |
| Suburban | 672 | |
| Urban | 664 | |
| Rural | 164 | 10.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| suburban | 672 | |
| urban | 664 | |
| rural | 164 | 10.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| b | 2008 | |
| u | 1508 | |
| r | 1500 | |
| a | 1500 | |
| n | 1336 | |
| S | 672 | 7.1% |
| U | 664 | 7.0% |
| R | 164 | 1.7% |
| l | 164 | 1.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9516 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| b | 2008 | |
| u | 1508 | |
| r | 1500 | |
| a | 1500 | |
| n | 1336 | |
| S | 672 | 7.1% |
| U | 664 | 7.0% |
| R | 164 | 1.7% |
| l | 164 | 1.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9516 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| b | 2008 | |
| u | 1508 | |
| r | 1500 | |
| a | 1500 | |
| n | 1336 | |
| S | 672 | 7.1% |
| U | 664 | 7.0% |
| R | 164 | 1.7% |
| l | 164 | 1.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9516 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| b | 2008 | |
| u | 1508 | |
| r | 1500 | |
| a | 1500 | |
| n | 1336 | |
| S | 672 | 7.1% |
| U | 664 | 7.0% |
| R | 164 | 1.7% |
| l | 164 | 1.7% |
Department
Categorical
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.8 KiB |
| Engineering | |
|---|---|
| Sales | |
| Marketing | |
| Operations | |
| Customer Success | |
| Other values (5) |
Length
| Max length | 16 |
|---|---|
| Median length | 11 |
| Mean length | 8.9826667 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Product |
|---|---|
| 2nd row | Customer Success |
| 3rd row | Operations |
| 4th row | Finance |
| 5th row | Engineering |
Common Values
| Value | Count | Frequency (%) |
| Engineering | 455 | |
| Sales | 202 | |
| Marketing | 176 | 11.7% |
| Operations | 137 | 9.1% |
| Customer Success | 120 | 8.0% |
| Finance | 112 | 7.5% |
| HR | 101 | 6.7% |
| Product | 81 | 5.4% |
| Design | 60 | 4.0% |
| Data Science | 56 | 3.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| engineering | 455 | |
| sales | 202 | |
| marketing | 176 | 10.5% |
| operations | 137 | 8.2% |
| customer | 120 | 7.2% |
| success | 120 | 7.2% |
| finance | 112 | 6.7% |
| hr | 101 | 6.0% |
| product | 81 | 4.8% |
| design | 60 | 3.6% |
| Other values (2) | 112 | 6.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 2018 | |
| e | 1949 | |
| i | 1451 | |
| g | 1146 | 8.5% |
| r | 969 | 7.2% |
| s | 759 | 5.6% |
| a | 739 | 5.5% |
| t | 570 | 4.2% |
| c | 545 | 4.0% |
| E | 455 | 3.4% |
| Other values (17) | 2873 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13474 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 2018 | |
| e | 1949 | |
| i | 1451 | |
| g | 1146 | 8.5% |
| r | 969 | 7.2% |
| s | 759 | 5.6% |
| a | 739 | 5.5% |
| t | 570 | 4.2% |
| c | 545 | 4.0% |
| E | 455 | 3.4% |
| Other values (17) | 2873 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13474 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 2018 | |
| e | 1949 | |
| i | 1451 | |
| g | 1146 | 8.5% |
| r | 969 | 7.2% |
| s | 759 | 5.6% |
| a | 739 | 5.5% |
| t | 570 | 4.2% |
| c | 545 | 4.0% |
| E | 455 | 3.4% |
| Other values (17) | 2873 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13474 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 2018 | |
| e | 1949 | |
| i | 1451 | |
| g | 1146 | 8.5% |
| r | 969 | 7.2% |
| s | 759 | 5.6% |
| a | 739 | 5.5% |
| t | 570 | 4.2% |
| c | 545 | 4.0% |
| E | 455 | 3.4% |
| Other values (17) | 2873 |
Job_Level
Categorical
High correlation
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.8 KiB |
| Junior | |
|---|---|
| Mid-Level | |
| Senior | |
| Lead | |
| Manager |
Length
| Max length | 9 |
|---|---|
| Median length | 6 |
| Mean length | 6.6953333 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Mid-Level |
|---|---|
| 2nd row | Senior |
| 3rd row | Mid-Level |
| 4th row | Manager |
| 5th row | Senior |
Common Values
| Value | Count | Frequency (%) |
| Junior | 539 | |
| Mid-Level | 422 | |
| Senior | 322 | |
| Lead | 149 | 9.9% |
| Manager | 61 | 4.1% |
| Director | 7 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| junior | 539 | |
| mid-level | 422 | |
| senior | 322 | |
| lead | 149 | 9.9% |
| manager | 61 | 4.1% |
| director | 7 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1383 | |
| i | 1290 | |
| r | 936 | |
| n | 922 | |
| o | 868 | |
| L | 571 | 5.7% |
| d | 571 | 5.7% |
| u | 539 | 5.4% |
| J | 539 | 5.4% |
| M | 483 | 4.8% |
| Other values (9) | 1941 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10043 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1383 | |
| i | 1290 | |
| r | 936 | |
| n | 922 | |
| o | 868 | |
| L | 571 | 5.7% |
| d | 571 | 5.7% |
| u | 539 | 5.4% |
| J | 539 | 5.4% |
| M | 483 | 4.8% |
| Other values (9) | 1941 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10043 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1383 | |
| i | 1290 | |
| r | 936 | |
| n | 922 | |
| o | 868 | |
| L | 571 | 5.7% |
| d | 571 | 5.7% |
| u | 539 | 5.4% |
| J | 539 | 5.4% |
| M | 483 | 4.8% |
| Other values (9) | 1941 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10043 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1383 | |
| i | 1290 | |
| r | 936 | |
| n | 922 | |
| o | 868 | |
| L | 571 | 5.7% |
| d | 571 | 5.7% |
| u | 539 | 5.4% |
| J | 539 | 5.4% |
| M | 483 | 4.8% |
| Other values (9) | 1941 |
Company_Size
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.8 KiB |
| Large (1001-5000) | |
|---|---|
| Medium (201-1000) | |
| Small (51-200) | |
| Startup (1-50) | |
| Enterprise (5000+) |
Length
| Max length | 18 |
|---|---|
| Median length | 17 |
| Mean length | 15.948 |
| Min length | 14 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Large (1001-5000) |
|---|---|
| 2nd row | Startup (1-50) |
| 3rd row | Medium (201-1000) |
| 4th row | Medium (201-1000) |
| 5th row | Small (51-200) |
Common Values
| Value | Count | Frequency (%) |
| Large (1001-5000) | 386 | |
| Medium (201-1000) | 384 | |
| Small (51-200) | 352 | |
| Startup (1-50) | 225 | |
| Enterprise (5000+) | 153 | 10.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| large | 386 | |
| 1001-5000 | 386 | |
| medium | 384 | |
| 201-1000 | 384 | |
| small | 352 | |
| 51-200 | 352 | |
| startup | 225 | |
| 1-50 | 225 | |
| enterprise | 153 | 5.1% |
| 5000 | 153 | 5.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 4854 | |
| 1 | 2117 | 8.8% |
| 1500 | 6.3% | |
| ( | 1500 | 6.3% |
| ) | 1500 | 6.3% |
| - | 1347 | 5.6% |
| 5 | 1116 | 4.7% |
| e | 1076 | 4.5% |
| a | 963 | 4.0% |
| r | 917 | 3.8% |
| Other values (16) | 7032 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 23922 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 4854 | |
| 1 | 2117 | 8.8% |
| 1500 | 6.3% | |
| ( | 1500 | 6.3% |
| ) | 1500 | 6.3% |
| - | 1347 | 5.6% |
| 5 | 1116 | 4.7% |
| e | 1076 | 4.5% |
| a | 963 | 4.0% |
| r | 917 | 3.8% |
| Other values (16) | 7032 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 23922 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 4854 | |
| 1 | 2117 | 8.8% |
| 1500 | 6.3% | |
| ( | 1500 | 6.3% |
| ) | 1500 | 6.3% |
| - | 1347 | 5.6% |
| 5 | 1116 | 4.7% |
| e | 1076 | 4.5% |
| a | 963 | 4.0% |
| r | 917 | 3.8% |
| Other values (16) | 7032 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 23922 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 4854 | |
| 1 | 2117 | 8.8% |
| 1500 | 6.3% | |
| ( | 1500 | 6.3% |
| ) | 1500 | 6.3% |
| - | 1347 | 5.6% |
| 5 | 1116 | 4.7% |
| e | 1076 | 4.5% |
| a | 963 | 4.0% |
| r | 917 | 3.8% |
| Other values (16) | 7032 |
Industry
Categorical
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.8 KiB |
| Technology | |
|---|---|
| Finance | |
| Healthcare | |
| Education | |
| Retail | |
| Other values (5) |
Length
| Max length | 13 |
|---|---|
| Median length | 10 |
| Mean length | 9.1213333 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Finance |
|---|---|
| 2nd row | Education |
| 3rd row | Technology |
| 4th row | Technology |
| 5th row | Technology |
Common Values
| Value | Count | Frequency (%) |
| Technology | 475 | |
| Finance | 223 | |
| Healthcare | 185 | 12.3% |
| Education | 144 | 9.6% |
| Retail | 106 | 7.1% |
| Manufacturing | 93 | 6.2% |
| Consulting | 88 | 5.9% |
| Government | 74 | 4.9% |
| Media | 72 | 4.8% |
| Non-profit | 40 | 2.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| technology | 475 | |
| finance | 223 | |
| healthcare | 185 | 12.3% |
| education | 144 | 9.6% |
| retail | 106 | 7.1% |
| manufacturing | 93 | 6.2% |
| consulting | 88 | 5.9% |
| government | 74 | 4.9% |
| media | 72 | 4.8% |
| non-profit | 40 | 2.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 1615 | |
| e | 1394 | |
| o | 1336 | 9.8% |
| c | 1120 | 8.2% |
| a | 1101 | 8.0% |
| l | 854 | 6.2% |
| i | 766 | 5.6% |
| t | 730 | 5.3% |
| h | 660 | 4.8% |
| g | 656 | 4.8% |
| Other values (19) | 3450 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13682 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 1615 | |
| e | 1394 | |
| o | 1336 | 9.8% |
| c | 1120 | 8.2% |
| a | 1101 | 8.0% |
| l | 854 | 6.2% |
| i | 766 | 5.6% |
| t | 730 | 5.3% |
| h | 660 | 4.8% |
| g | 656 | 4.8% |
| Other values (19) | 3450 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13682 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 1615 | |
| e | 1394 | |
| o | 1336 | 9.8% |
| c | 1120 | 8.2% |
| a | 1101 | 8.0% |
| l | 854 | 6.2% |
| i | 766 | 5.6% |
| t | 730 | 5.3% |
| h | 660 | 4.8% |
| g | 656 | 4.8% |
| Other values (19) | 3450 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13682 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 1615 | |
| e | 1394 | |
| o | 1336 | 9.8% |
| c | 1120 | 8.2% |
| a | 1101 | 8.0% |
| l | 854 | 6.2% |
| i | 766 | 5.6% |
| t | 730 | 5.3% |
| h | 660 | 4.8% |
| g | 656 | 4.8% |
| Other values (19) | 3450 |
Home_Office_Quality
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.8 KiB |
| Good | |
|---|---|
| Average | |
| Excellent | |
| Poor |
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 6.0373333 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Good |
|---|---|
| 2nd row | Good |
| 3rd row | Excellent |
| 4th row | Excellent |
| 5th row | Average |
Common Values
| Value | Count | Frequency (%) |
| Good | 595 | |
| Average | 452 | |
| Excellent | 340 | |
| Poor | 113 | 7.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| good | 595 | |
| average | 452 | |
| excellent | 340 | |
| poor | 113 | 7.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1584 | |
| o | 1416 | |
| l | 680 | 7.5% |
| d | 595 | 6.6% |
| G | 595 | 6.6% |
| r | 565 | 6.2% |
| v | 452 | 5.0% |
| A | 452 | 5.0% |
| a | 452 | 5.0% |
| g | 452 | 5.0% |
| Other values (6) | 1813 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9056 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1584 | |
| o | 1416 | |
| l | 680 | 7.5% |
| d | 595 | 6.6% |
| G | 595 | 6.6% |
| r | 565 | 6.2% |
| v | 452 | 5.0% |
| A | 452 | 5.0% |
| a | 452 | 5.0% |
| g | 452 | 5.0% |
| Other values (6) | 1813 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9056 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1584 | |
| o | 1416 | |
| l | 680 | 7.5% |
| d | 595 | 6.6% |
| G | 595 | 6.6% |
| r | 565 | 6.2% |
| v | 452 | 5.0% |
| A | 452 | 5.0% |
| a | 452 | 5.0% |
| g | 452 | 5.0% |
| Other values (6) | 1813 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9056 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1584 | |
| o | 1416 | |
| l | 680 | 7.5% |
| d | 595 | 6.6% |
| G | 595 | 6.6% |
| r | 565 | 6.2% |
| v | 452 | 5.0% |
| A | 452 | 5.0% |
| a | 452 | 5.0% |
| g | 452 | 5.0% |
| Other values (6) | 1813 |
Internet_Speed_Category
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.8 KiB |
| Very Fast (100+ Mbps) | |
|---|---|
| Fast (50-100 Mbps) | |
| Moderate (25-50 Mbps) | |
| Slow (<25 Mbps) |
Length
| Max length | 21 |
|---|---|
| Median length | 21 |
| Mean length | 19.698 |
| Min length | 15 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Very Fast (100+ Mbps) |
|---|---|
| 2nd row | Very Fast (100+ Mbps) |
| 3rd row | Fast (50-100 Mbps) |
| 4th row | Very Fast (100+ Mbps) |
| 5th row | Moderate (25-50 Mbps) |
Common Values
| Value | Count | Frequency (%) |
| Very Fast (100+ Mbps) | 691 | |
| Fast (50-100 Mbps) | 505 | |
| Moderate (25-50 Mbps) | 231 | 15.4% |
| Slow (<25 Mbps) | 73 | 4.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| mbps | 1500 | |
| fast | 1196 | |
| very | 691 | |
| 100 | 691 | |
| 50-100 | 505 | 9.7% |
| moderate | 231 | 4.5% |
| 25-50 | 231 | 4.5% |
| slow | 73 | 1.4% |
| 25 | 73 | 1.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3691 | 12.5% | |
| 0 | 3128 | 10.6% |
| s | 2696 | 9.1% |
| M | 1731 | 5.9% |
| ( | 1500 | 5.1% |
| p | 1500 | 5.1% |
| b | 1500 | 5.1% |
| ) | 1500 | 5.1% |
| t | 1427 | 4.8% |
| a | 1427 | 4.8% |
| Other values (16) | 9447 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 29547 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3691 | 12.5% | |
| 0 | 3128 | 10.6% |
| s | 2696 | 9.1% |
| M | 1731 | 5.9% |
| ( | 1500 | 5.1% |
| p | 1500 | 5.1% |
| b | 1500 | 5.1% |
| ) | 1500 | 5.1% |
| t | 1427 | 4.8% |
| a | 1427 | 4.8% |
| Other values (16) | 9447 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 29547 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3691 | 12.5% | |
| 0 | 3128 | 10.6% |
| s | 2696 | 9.1% |
| M | 1731 | 5.9% |
| ( | 1500 | 5.1% |
| p | 1500 | 5.1% |
| b | 1500 | 5.1% |
| ) | 1500 | 5.1% |
| t | 1427 | 4.8% |
| a | 1427 | 4.8% |
| Other values (16) | 9447 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 29547 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3691 | 12.5% | |
| 0 | 3128 | 10.6% |
| s | 2696 | 9.1% |
| M | 1731 | 5.9% |
| ( | 1500 | 5.1% |
| p | 1500 | 5.1% |
| b | 1500 | 5.1% |
| ) | 1500 | 5.1% |
| t | 1427 | 4.8% |
| a | 1427 | 4.8% |
| Other values (16) | 9447 |
Work_Hours_Per_Week
Real number (ℝ)
| Distinct | 37 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41.734 |
| Minimum | 25 |
|---|---|
| Maximum | 65 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.8 KiB |
Quantile statistics
| Minimum | 25 |
|---|---|
| 5-th percentile | 32 |
| Q1 | 37 |
| median | 42 |
| Q3 | 46 |
| 95-th percentile | 51 |
| Maximum | 65 |
| Range | 40 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 6.0382849 |
|---|---|
| Coefficient of variation (CV) | 0.14468503 |
| Kurtosis | -0.084306208 |
| Mean | 41.734 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.095260728 |
| Sum | 62601 |
| Variance | 36.460885 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=37)
| Value | Count | Frequency (%) |
| 45 | 102 | 6.8% |
| 43 | 100 | 6.7% |
| 42 | 96 | 6.4% |
| 39 | 96 | 6.4% |
| 44 | 86 | 5.7% |
| 41 | 84 | 5.6% |
| 46 | 79 | 5.3% |
| 40 | 75 | 5.0% |
| 47 | 74 | 4.9% |
| 36 | 72 | 4.8% |
| Other values (27) | 636 |
| Value | Count | Frequency (%) |
| 25 | 8 | 0.5% |
| 26 | 4 | 0.3% |
| 27 | 9 | 0.6% |
| 28 | 5 | 0.3% |
| 29 | 5 | 0.3% |
| 30 | 24 | |
| 31 | 11 | 0.7% |
| 32 | 25 | |
| 33 | 43 | |
| 34 | 46 |
| Value | Count | Frequency (%) |
| 65 | 1 | 0.1% |
| 63 | 1 | 0.1% |
| 59 | 2 | 0.1% |
| 58 | 1 | 0.1% |
| 57 | 2 | 0.1% |
| 56 | 4 | 0.3% |
| 55 | 7 | 0.5% |
| 54 | 6 | 0.4% |
| 53 | 19 | |
| 52 | 21 |
Manager_Support_Level
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.8 KiB |
| Moderate | |
|---|---|
| High | |
| Very High | |
| Low | |
| Very Low | 39 |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 6.2766667 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Low |
|---|---|
| 2nd row | Moderate |
| 3rd row | Moderate |
| 4th row | High |
| 5th row | Very Low |
Common Values
| Value | Count | Frequency (%) |
| Moderate | 542 | |
| High | 492 | |
| Very High | 253 | |
| Low | 174 | 11.6% |
| Very Low | 39 | 2.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| high | 745 | |
| moderate | 542 | |
| very | 292 | 16.3% |
| low | 213 | 11.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1376 | |
| r | 834 | |
| o | 755 | |
| H | 745 | |
| g | 745 | |
| h | 745 | |
| i | 745 | |
| d | 542 | 5.8% |
| t | 542 | 5.8% |
| a | 542 | 5.8% |
| Other values (6) | 1844 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9415 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1376 | |
| r | 834 | |
| o | 755 | |
| H | 745 | |
| g | 745 | |
| h | 745 | |
| i | 745 | |
| d | 542 | 5.8% |
| t | 542 | 5.8% |
| a | 542 | 5.8% |
| Other values (6) | 1844 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9415 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1376 | |
| r | 834 | |
| o | 755 | |
| H | 745 | |
| g | 745 | |
| h | 745 | |
| i | 745 | |
| d | 542 | 5.8% |
| t | 542 | 5.8% |
| a | 542 | 5.8% |
| Other values (6) | 1844 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9415 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1376 | |
| r | 834 | |
| o | 755 | |
| H | 745 | |
| g | 745 | |
| h | 745 | |
| i | 745 | |
| d | 542 | 5.8% |
| t | 542 | 5.8% |
| a | 542 | 5.8% |
| Other values (6) | 1844 |
Team_Collaboration_Frequency
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.8 KiB |
| Daily | |
|---|---|
| Few times per week | |
| Weekly | |
| Bi-weekly | |
| Monthly |
Length
| Max length | 18 |
|---|---|
| Median length | 9 |
| Mean length | 9.5313333 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Few times per week |
|---|---|
| 2nd row | Monthly |
| 3rd row | Few times per week |
| 4th row | Daily |
| 5th row | Few times per week |
Common Values
| Value | Count | Frequency (%) |
| Daily | 510 | |
| Few times per week | 445 | |
| Weekly | 340 | |
| Bi-weekly | 131 | 8.7% |
| Monthly | 74 | 4.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| daily | 510 | |
| few | 445 | |
| times | 445 | |
| per | 445 | |
| week | 445 | |
| weekly | 340 | |
| bi-weekly | 131 | 4.6% |
| monthly | 74 | 2.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 3167 | |
| 1335 | ||
| i | 1086 | 7.6% |
| l | 1055 | 7.4% |
| y | 1055 | 7.4% |
| w | 1021 | 7.1% |
| k | 916 | 6.4% |
| t | 519 | 3.6% |
| D | 510 | 3.6% |
| a | 510 | 3.6% |
| Other values (12) | 3123 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 14297 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 3167 | |
| 1335 | ||
| i | 1086 | 7.6% |
| l | 1055 | 7.4% |
| y | 1055 | 7.4% |
| w | 1021 | 7.1% |
| k | 916 | 6.4% |
| t | 519 | 3.6% |
| D | 510 | 3.6% |
| a | 510 | 3.6% |
| Other values (12) | 3123 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 14297 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 3167 | |
| 1335 | ||
| i | 1086 | 7.6% |
| l | 1055 | 7.4% |
| y | 1055 | 7.4% |
| w | 1021 | 7.1% |
| k | 916 | 6.4% |
| t | 519 | 3.6% |
| D | 510 | 3.6% |
| a | 510 | 3.6% |
| Other values (12) | 3123 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 14297 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 3167 | |
| 1335 | ||
| i | 1086 | 7.6% |
| l | 1055 | 7.4% |
| y | 1055 | 7.4% |
| w | 1021 | 7.1% |
| k | 916 | 6.4% |
| t | 519 | 3.6% |
| D | 510 | 3.6% |
| a | 510 | 3.6% |
| Other values (12) | 3123 |
Productivity_Score
Real number (ℝ)
High correlation
| Distinct | 438 |
|---|---|
| Distinct (%) | 29.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 83.094867 |
| Minimum | 35 |
|---|---|
| Maximum | 98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.8 KiB |
Quantile statistics
| Minimum | 35 |
|---|---|
| 5-th percentile | 53.395 |
| Q1 | 73.7 |
| median | 86.7 |
| Q3 | 98 |
| 95-th percentile | 98 |
| Maximum | 98 |
| Range | 63 |
| Interquartile range (IQR) | 24.3 |
Descriptive statistics
| Standard deviation | 15.227276 |
|---|---|
| Coefficient of variation (CV) | 0.1832517 |
| Kurtosis | 0.18255892 |
| Mean | 83.094867 |
| Median Absolute Deviation (MAD) | 11.3 |
| Skewness | -0.94133989 |
| Sum | 124642.3 |
| Variance | 231.86992 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 98 | 420 | |
| 35 | 13 | 0.9% |
| 74.7 | 9 | 0.6% |
| 95.8 | 8 | 0.5% |
| 84.2 | 8 | 0.5% |
| 77.2 | 7 | 0.5% |
| 94.8 | 7 | 0.5% |
| 93.2 | 7 | 0.5% |
| 88.6 | 7 | 0.5% |
| 84.1 | 7 | 0.5% |
| Other values (428) | 1007 |
| Value | Count | Frequency (%) |
| 35 | 13 | |
| 37.5 | 1 | 0.1% |
| 38.3 | 1 | 0.1% |
| 38.7 | 1 | 0.1% |
| 40.3 | 2 | 0.1% |
| 40.7 | 1 | 0.1% |
| 41.2 | 1 | 0.1% |
| 41.4 | 1 | 0.1% |
| 41.5 | 2 | 0.1% |
| 41.8 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 98 | 420 | |
| 97.9 | 1 | 0.1% |
| 97.8 | 4 | 0.3% |
| 97.6 | 2 | 0.1% |
| 97.5 | 1 | 0.1% |
| 97.3 | 3 | 0.2% |
| 97.2 | 5 | 0.3% |
| 97.1 | 3 | 0.2% |
| 97 | 1 | 0.1% |
| 96.9 | 4 | 0.3% |
Task_Completion_Rate
Real number (ℝ)
High correlation
| Distinct | 469 |
|---|---|
| Distinct (%) | 31.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 82.507133 |
| Minimum | 40 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.8 KiB |
Quantile statistics
| Minimum | 40 |
|---|---|
| 5-th percentile | 53 |
| Q1 | 72.2 |
| median | 86 |
| Q3 | 96.1 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 60 |
| Interquartile range (IQR) | 23.9 |
Descriptive statistics
| Standard deviation | 15.390392 |
|---|---|
| Coefficient of variation (CV) | 0.18653408 |
| Kurtosis | -0.25775808 |
| Mean | 82.507133 |
| Median Absolute Deviation (MAD) | 11.6 |
| Skewness | -0.75299066 |
| Sum | 123760.7 |
| Variance | 236.86417 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 234 | 15.6% |
| 40 | 17 | 1.1% |
| 88 | 8 | 0.5% |
| 98.3 | 8 | 0.5% |
| 88.1 | 8 | 0.5% |
| 91.9 | 8 | 0.5% |
| 96.5 | 8 | 0.5% |
| 81.7 | 7 | 0.5% |
| 94.3 | 7 | 0.5% |
| 91.6 | 7 | 0.5% |
| Other values (459) | 1188 |
| Value | Count | Frequency (%) |
| 40 | 17 | |
| 40.2 | 1 | 0.1% |
| 40.3 | 1 | 0.1% |
| 40.5 | 1 | 0.1% |
| 41 | 1 | 0.1% |
| 41.2 | 1 | 0.1% |
| 41.9 | 1 | 0.1% |
| 42.1 | 1 | 0.1% |
| 42.2 | 1 | 0.1% |
| 43 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 100 | 234 | |
| 99.9 | 2 | 0.1% |
| 99.8 | 4 | 0.3% |
| 99.7 | 6 | 0.4% |
| 99.6 | 1 | 0.1% |
| 99.5 | 1 | 0.1% |
| 99.4 | 4 | 0.3% |
| 99.3 | 3 | 0.2% |
| 99.2 | 1 | 0.1% |
| 99.1 | 6 | 0.4% |
Quality_Score
Real number (ℝ)
High correlation
| Distinct | 422 |
|---|---|
| Distinct (%) | 28.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 84.410933 |
| Minimum | 50 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.8 KiB |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 56.4 |
| Q1 | 75.2 |
| median | 87.6 |
| Q3 | 96.225 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 50 |
| Interquartile range (IQR) | 21.025 |
Descriptive statistics
| Standard deviation | 13.881407 |
|---|---|
| Coefficient of variation (CV) | 0.16445034 |
| Kurtosis | -0.34491642 |
| Mean | 84.410933 |
| Median Absolute Deviation (MAD) | 9.95 |
| Skewness | -0.78038441 |
| Sum | 126616.4 |
| Variance | 192.69345 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 215 | 14.3% |
| 50 | 34 | 2.3% |
| 96.7 | 11 | 0.7% |
| 93.8 | 10 | 0.7% |
| 94 | 10 | 0.7% |
| 90.9 | 9 | 0.6% |
| 86.6 | 9 | 0.6% |
| 88.8 | 9 | 0.6% |
| 93.6 | 9 | 0.6% |
| 91.6 | 9 | 0.6% |
| Other values (412) | 1175 |
| Value | Count | Frequency (%) |
| 50 | 34 | |
| 50.7 | 1 | 0.1% |
| 51.1 | 2 | 0.1% |
| 51.2 | 2 | 0.1% |
| 51.3 | 1 | 0.1% |
| 51.6 | 1 | 0.1% |
| 51.8 | 1 | 0.1% |
| 51.9 | 1 | 0.1% |
| 52.1 | 1 | 0.1% |
| 52.3 | 3 | 0.2% |
| Value | Count | Frequency (%) |
| 100 | 215 | |
| 99.9 | 5 | 0.3% |
| 99.8 | 3 | 0.2% |
| 99.7 | 1 | 0.1% |
| 99.6 | 2 | 0.1% |
| 99.5 | 3 | 0.2% |
| 99.4 | 1 | 0.1% |
| 99.3 | 5 | 0.3% |
| 99.2 | 6 | 0.4% |
| 99.1 | 5 | 0.3% |
Innovation_Score
Real number (ℝ)
High correlation
| Distinct | 498 |
|---|---|
| Distinct (%) | 33.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 72.821667 |
| Minimum | 30 |
|---|---|
| Maximum | 95 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.8 KiB |
Quantile statistics
| Minimum | 30 |
|---|---|
| 5-th percentile | 45.695 |
| Q1 | 62.6 |
| median | 74.8 |
| Q3 | 84.2 |
| 95-th percentile | 95 |
| Maximum | 95 |
| Range | 65 |
| Interquartile range (IQR) | 21.6 |
Descriptive statistics
| Standard deviation | 14.994149 |
|---|---|
| Coefficient of variation (CV) | 0.20590231 |
| Kurtosis | -0.38720196 |
| Mean | 72.821667 |
| Median Absolute Deviation (MAD) | 10.9 |
| Skewness | -0.49055104 |
| Sum | 109232.5 |
| Variance | 224.82451 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 95 | 101 | 6.7% |
| 83.1 | 11 | 0.7% |
| 83.6 | 11 | 0.7% |
| 79.2 | 10 | 0.7% |
| 68 | 9 | 0.6% |
| 77.5 | 9 | 0.6% |
| 62.6 | 9 | 0.6% |
| 81 | 8 | 0.5% |
| 73.8 | 8 | 0.5% |
| 74 | 8 | 0.5% |
| Other values (488) | 1316 |
| Value | Count | Frequency (%) |
| 30 | 5 | |
| 30.8 | 1 | 0.1% |
| 30.9 | 1 | 0.1% |
| 32.4 | 1 | 0.1% |
| 33 | 1 | 0.1% |
| 33.1 | 1 | 0.1% |
| 33.3 | 2 | 0.1% |
| 33.4 | 1 | 0.1% |
| 33.5 | 1 | 0.1% |
| 33.9 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 95 | 101 | |
| 94.9 | 2 | 0.1% |
| 94.8 | 1 | 0.1% |
| 94.7 | 1 | 0.1% |
| 94.6 | 1 | 0.1% |
| 94.5 | 3 | 0.2% |
| 94.4 | 1 | 0.1% |
| 94.3 | 2 | 0.1% |
| 94.2 | 4 | 0.3% |
| 94.1 | 1 | 0.1% |
Efficiency_Rating
Real number (ℝ)
High correlation
| Distinct | 268 |
|---|---|
| Distinct (%) | 17.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 90.488533 |
| Minimum | 43.4 |
|---|---|
| Maximum | 95 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.8 KiB |
Quantile statistics
| Minimum | 43.4 |
|---|---|
| 5-th percentile | 69.585 |
| Q1 | 90.475 |
| median | 95 |
| Q3 | 95 |
| 95-th percentile | 95 |
| Maximum | 95 |
| Range | 51.6 |
| Interquartile range (IQR) | 4.525 |
Descriptive statistics
| Standard deviation | 9.0517194 |
|---|---|
| Coefficient of variation (CV) | 0.10003167 |
| Kurtosis | 5.5146211 |
| Mean | 90.488533 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -2.367328 |
| Sum | 135732.8 |
| Variance | 81.933624 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 95 | 1006 | |
| 85.9 | 8 | 0.5% |
| 93.9 | 6 | 0.4% |
| 84.2 | 6 | 0.4% |
| 88.2 | 6 | 0.4% |
| 83.7 | 5 | 0.3% |
| 89.2 | 5 | 0.3% |
| 94.2 | 5 | 0.3% |
| 94.9 | 5 | 0.3% |
| 91.3 | 5 | 0.3% |
| Other values (258) | 443 |
| Value | Count | Frequency (%) |
| 43.4 | 1 | |
| 44 | 1 | |
| 45.8 | 1 | |
| 45.9 | 1 | |
| 46 | 1 | |
| 47.4 | 1 | |
| 49.6 | 1 | |
| 51 | 1 | |
| 52.2 | 2 | |
| 52.3 | 1 |
| Value | Count | Frequency (%) |
| 95 | 1006 | |
| 94.9 | 5 | 0.3% |
| 94.8 | 3 | 0.2% |
| 94.7 | 3 | 0.2% |
| 94.6 | 2 | 0.1% |
| 94.5 | 3 | 0.2% |
| 94.4 | 4 | 0.3% |
| 94.3 | 3 | 0.2% |
| 94.2 | 5 | 0.3% |
| 94.1 | 2 | 0.1% |
Meetings_Per_Week
Real number (ℝ)
| Distinct | 19 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.08 |
| Minimum | 1 |
|---|---|
| Maximum | 19 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 6 |
| median | 8 |
| Q3 | 10 |
| 95-th percentile | 13 |
| Maximum | 19 |
| Range | 18 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.9449474 |
|---|---|
| Coefficient of variation (CV) | 0.36447369 |
| Kurtosis | 0.0065264837 |
| Mean | 8.08 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.24384127 |
| Sum | 12120 |
| Variance | 8.6727151 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 8 | 211 | |
| 7 | 191 | |
| 9 | 174 | |
| 10 | 163 | |
| 6 | 160 | |
| 5 | 139 | |
| 11 | 111 | |
| 12 | 93 | |
| 4 | 73 | 4.9% |
| 3 | 54 | 3.6% |
| Other values (9) | 131 |
| Value | Count | Frequency (%) |
| 1 | 6 | 0.4% |
| 2 | 26 | 1.7% |
| 3 | 54 | 3.6% |
| 4 | 73 | 4.9% |
| 5 | 139 | |
| 6 | 160 | |
| 7 | 191 | |
| 8 | 211 | |
| 9 | 174 | |
| 10 | 163 |
| Value | Count | Frequency (%) |
| 19 | 2 | 0.1% |
| 18 | 2 | 0.1% |
| 17 | 3 | 0.2% |
| 16 | 5 | 0.3% |
| 15 | 19 | 1.3% |
| 14 | 21 | 1.4% |
| 13 | 47 | 3.1% |
| 12 | 93 | |
| 11 | 111 | |
| 10 | 163 |
Commute_Time_Minutes
Real number (ℝ)
Zeros
| Distinct | 87 |
|---|---|
| Distinct (%) | 5.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.465333 |
| Minimum | 0 |
|---|---|
| Maximum | 104 |
| Zeros | 266 |
| Zeros (%) | 17.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 10 |
| median | 25 |
| Q3 | 38 |
| 95-th percentile | 58 |
| Maximum | 104 |
| Range | 104 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 19.056799 |
|---|---|
| Coefficient of variation (CV) | 0.74834279 |
| Kurtosis | 0.17287199 |
| Mean | 25.465333 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 0.53566861 |
| Sum | 38198 |
| Variance | 363.16157 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 266 | 17.7% |
| 23 | 37 | 2.5% |
| 31 | 35 | 2.3% |
| 30 | 33 | 2.2% |
| 21 | 33 | 2.2% |
| 33 | 33 | 2.2% |
| 34 | 33 | 2.2% |
| 32 | 32 | 2.1% |
| 25 | 32 | 2.1% |
| 26 | 32 | 2.1% |
| Other values (77) | 934 |
| Value | Count | Frequency (%) |
| 0 | 266 | |
| 1 | 7 | 0.5% |
| 2 | 5 | 0.3% |
| 3 | 6 | 0.4% |
| 4 | 5 | 0.3% |
| 5 | 14 | 0.9% |
| 6 | 14 | 0.9% |
| 7 | 17 | 1.1% |
| 8 | 16 | 1.1% |
| 9 | 14 | 0.9% |
| Value | Count | Frequency (%) |
| 104 | 1 | 0.1% |
| 101 | 1 | 0.1% |
| 99 | 1 | 0.1% |
| 97 | 1 | 0.1% |
| 94 | 1 | 0.1% |
| 90 | 1 | 0.1% |
| 88 | 1 | 0.1% |
| 81 | 1 | 0.1% |
| 80 | 2 | |
| 79 | 4 |
Job_Satisfaction
Real number (ℝ)
| Distinct | 261 |
|---|---|
| Distinct (%) | 17.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 95.3644 |
| Minimum | 35.2 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.8 KiB |
Quantile statistics
| Minimum | 35.2 |
|---|---|
| 5-th percentile | 72.675 |
| Q1 | 97.25 |
| median | 100 |
| Q3 | 100 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 64.8 |
| Interquartile range (IQR) | 2.75 |
Descriptive statistics
| Standard deviation | 9.8532264 |
|---|---|
| Coefficient of variation (CV) | 0.10332185 |
| Kurtosis | 6.3653917 |
| Mean | 95.3644 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -2.4954133 |
| Sum | 143046.6 |
| Variance | 97.08607 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 1081 | |
| 78.4 | 5 | 0.3% |
| 82 | 4 | 0.3% |
| 95.7 | 4 | 0.3% |
| 89.1 | 4 | 0.3% |
| 87 | 4 | 0.3% |
| 99.9 | 4 | 0.3% |
| 91.5 | 4 | 0.3% |
| 98.5 | 4 | 0.3% |
| 90.8 | 3 | 0.2% |
| Other values (251) | 383 | 25.5% |
| Value | Count | Frequency (%) |
| 35.2 | 1 | |
| 37.6 | 1 | |
| 48.4 | 1 | |
| 49.1 | 1 | |
| 50 | 1 | |
| 50.3 | 1 | |
| 50.8 | 2 | |
| 52.5 | 1 | |
| 52.6 | 2 | |
| 53.9 | 1 |
| Value | Count | Frequency (%) |
| 100 | 1081 | |
| 99.9 | 4 | 0.3% |
| 99.8 | 1 | 0.1% |
| 99.7 | 2 | 0.1% |
| 99.6 | 2 | 0.1% |
| 99.5 | 1 | 0.1% |
| 99.4 | 1 | 0.1% |
| 99.3 | 2 | 0.1% |
| 99.2 | 2 | 0.1% |
| 99.1 | 2 | 0.1% |
Stress_Level
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.6786667 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 9 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.0525318 |
|---|---|
| Coefficient of variation (CV) | 0.36144608 |
| Kurtosis | -0.44776743 |
| Mean | 5.6786667 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.12811872 |
| Sum | 8518 |
| Variance | 4.2128868 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 6 | 317 | |
| 5 | 254 | |
| 7 | 211 | |
| 4 | 186 | |
| 8 | 179 | |
| 3 | 114 | 7.6% |
| 9 | 86 | 5.7% |
| 2 | 82 | 5.5% |
| 10 | 38 | 2.5% |
| 1 | 33 | 2.2% |
| Value | Count | Frequency (%) |
| 1 | 33 | 2.2% |
| 2 | 82 | 5.5% |
| 3 | 114 | 7.6% |
| 4 | 186 | |
| 5 | 254 | |
| 6 | 317 | |
| 7 | 211 | |
| 8 | 179 | |
| 9 | 86 | 5.7% |
| 10 | 38 | 2.5% |
| Value | Count | Frequency (%) |
| 10 | 38 | 2.5% |
| 9 | 86 | 5.7% |
| 8 | 179 | |
| 7 | 211 | |
| 6 | 317 | |
| 5 | 254 | |
| 4 | 186 | |
| 3 | 114 | 7.6% |
| 2 | 82 | 5.5% |
| 1 | 33 | 2.2% |
Work_Life_Balance
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.2213333 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.0882014 |
|---|---|
| Coefficient of variation (CV) | 0.33565175 |
| Kurtosis | -0.28124157 |
| Mean | 6.2213333 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.33881504 |
| Sum | 9332 |
| Variance | 4.3605853 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 6 | 303 | |
| 7 | 279 | |
| 8 | 217 | |
| 5 | 194 | |
| 4 | 132 | |
| 9 | 130 | |
| 3 | 91 | 6.1% |
| 10 | 76 | 5.1% |
| 2 | 46 | 3.1% |
| 1 | 32 | 2.1% |
| Value | Count | Frequency (%) |
| 1 | 32 | 2.1% |
| 2 | 46 | 3.1% |
| 3 | 91 | 6.1% |
| 4 | 132 | |
| 5 | 194 | |
| 6 | 303 | |
| 7 | 279 | |
| 8 | 217 | |
| 9 | 130 | |
| 10 | 76 | 5.1% |
| Value | Count | Frequency (%) |
| 10 | 76 | 5.1% |
| 9 | 130 | |
| 8 | 217 | |
| 7 | 279 | |
| 6 | 303 | |
| 5 | 194 | |
| 4 | 132 | |
| 3 | 91 | 6.1% |
| 2 | 46 | 3.1% |
| 1 | 32 | 2.1% |
Survey_Date
Date
| Distinct | 122 |
|---|---|
| Distinct (%) | 8.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.8 KiB |
| Minimum | 2024-01-15 00:00:00 |
|---|---|
| Maximum | 2024-05-15 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Response_Quality
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.8 KiB |
| High | |
|---|---|
| Medium | |
| Low | 80 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.436 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Medium |
|---|---|
| 2nd row | High |
| 3rd row | High |
| 4th row | High |
| 5th row | High |
Common Values
| Value | Count | Frequency (%) |
| High | 1053 | |
| Medium | 367 | 24.5% |
| Low | 80 | 5.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| high | 1053 | |
| medium | 367 | 24.5% |
| low | 80 | 5.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 1420 | |
| H | 1053 | |
| g | 1053 | |
| h | 1053 | |
| M | 367 | 5.5% |
| e | 367 | 5.5% |
| d | 367 | 5.5% |
| u | 367 | 5.5% |
| m | 367 | 5.5% |
| L | 80 | 1.2% |
| Other values (2) | 160 | 2.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6654 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 1420 | |
| H | 1053 | |
| g | 1053 | |
| h | 1053 | |
| M | 367 | 5.5% |
| e | 367 | 5.5% |
| d | 367 | 5.5% |
| u | 367 | 5.5% |
| m | 367 | 5.5% |
| L | 80 | 1.2% |
| Other values (2) | 160 | 2.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6654 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 1420 | |
| H | 1053 | |
| g | 1053 | |
| h | 1053 | |
| M | 367 | 5.5% |
| e | 367 | 5.5% |
| d | 367 | 5.5% |
| u | 367 | 5.5% |
| m | 367 | 5.5% |
| L | 80 | 1.2% |
| Other values (2) | 160 | 2.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6654 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 1420 | |
| H | 1053 | |
| g | 1053 | |
| h | 1053 | |
| M | 367 | 5.5% |
| e | 367 | 5.5% |
| d | 367 | 5.5% |
| u | 367 | 5.5% |
| m | 367 | 5.5% |
| L | 80 | 1.2% |
| Other values (2) | 160 | 2.4% |
Interactions
Correlations
| Age | Commute_Time_Minutes | Company_Size | Department | Education_Level | Efficiency_Rating | Gender | Has_Children | Home_Office_Quality | Industry | Innovation_Score | Internet_Speed_Category | Job_Level | Job_Satisfaction | Location_Type | Manager_Support_Level | Marital_Status | Meetings_Per_Week | Productivity_Score | Quality_Score | Response_Quality | Stress_Level | Task_Completion_Rate | Team_Collaboration_Frequency | WFH_Days_Per_Week | Work_Hours_Per_Week | Work_Life_Balance | Years_Experience | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | -0.011 | 0.000 | 0.000 | 0.000 | 0.254 | 0.043 | 0.009 | 0.056 | 0.048 | 0.180 | 0.081 | 0.315 | 0.134 | 0.050 | 0.025 | 0.000 | 0.048 | 0.265 | 0.254 | 0.000 | -0.020 | 0.238 | 0.000 | 0.013 | -0.036 | -0.030 | 0.697 |
| Commute_Time_Minutes | -0.011 | 1.000 | 0.017 | 0.000 | 0.046 | -0.020 | 0.000 | 0.024 | 0.000 | 0.000 | -0.044 | 0.000 | 0.000 | -0.027 | 0.000 | 0.000 | 0.000 | 0.021 | -0.016 | -0.026 | 0.058 | -0.012 | -0.038 | 0.000 | -0.456 | 0.025 | 0.000 | 0.012 |
| Company_Size | 0.000 | 0.017 | 1.000 | 0.019 | 0.000 | 0.000 | 0.000 | 0.000 | 0.043 | 0.000 | 0.064 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.047 | 0.027 | 0.028 | 0.037 | 0.039 | 0.000 | 0.030 | 0.053 | 0.022 | 0.000 | 0.000 |
| Department | 0.000 | 0.000 | 0.019 | 1.000 | 0.000 | 0.043 | 0.036 | 0.000 | 0.055 | 0.016 | 0.043 | 0.029 | 0.011 | 0.000 | 0.000 | 0.000 | 0.018 | 0.000 | 0.037 | 0.026 | 0.041 | 0.030 | 0.052 | 0.000 | 0.012 | 0.012 | 0.029 | 0.000 |
| Education_Level | 0.000 | 0.046 | 0.000 | 0.000 | 1.000 | 0.038 | 0.070 | 0.000 | 0.032 | 0.000 | 0.008 | 0.000 | 0.016 | 0.078 | 0.051 | 0.017 | 0.028 | 0.034 | 0.000 | 0.000 | 0.053 | 0.000 | 0.039 | 0.033 | 0.016 | 0.000 | 0.024 | 0.045 |
| Efficiency_Rating | 0.254 | -0.020 | 0.000 | 0.043 | 0.038 | 1.000 | 0.081 | 0.000 | 0.064 | 0.000 | 0.629 | 0.000 | 0.085 | 0.434 | 0.076 | 0.132 | 0.000 | -0.005 | 0.799 | 0.734 | 0.000 | -0.009 | 0.705 | 0.032 | -0.009 | -0.103 | 0.021 | 0.279 |
| Gender | 0.043 | 0.000 | 0.000 | 0.036 | 0.070 | 0.081 | 1.000 | 0.000 | 0.017 | 0.000 | 0.063 | 0.019 | 0.000 | 0.000 | 0.000 | 0.025 | 0.000 | 0.060 | 0.043 | 0.082 | 0.000 | 0.013 | 0.066 | 0.045 | 0.000 | 0.018 | 0.000 | 0.000 |
| Has_Children | 0.009 | 0.024 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.026 | 0.000 | 0.031 | 0.000 | 0.065 | 0.000 | 0.000 | 0.064 | 0.048 | 0.078 | 0.000 | 0.000 | 0.035 | 0.000 | 0.000 | 0.000 | 0.021 | 0.023 | 0.000 |
| Home_Office_Quality | 0.056 | 0.000 | 0.043 | 0.055 | 0.032 | 0.064 | 0.017 | 0.000 | 1.000 | 0.000 | 0.041 | 0.000 | 0.031 | 0.056 | 0.019 | 0.025 | 0.000 | 0.048 | 0.099 | 0.079 | 0.032 | 0.000 | 0.084 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Industry | 0.048 | 0.000 | 0.000 | 0.016 | 0.000 | 0.000 | 0.000 | 0.026 | 0.000 | 1.000 | 0.016 | 0.000 | 0.029 | 0.011 | 0.042 | 0.000 | 0.045 | 0.000 | 0.030 | 0.000 | 0.055 | 0.030 | 0.050 | 0.000 | 0.031 | 0.000 | 0.021 | 0.058 |
| Innovation_Score | 0.180 | -0.044 | 0.064 | 0.043 | 0.008 | 0.629 | 0.063 | 0.000 | 0.041 | 0.016 | 1.000 | 0.059 | 0.097 | 0.401 | 0.000 | 0.134 | 0.000 | 0.007 | 0.735 | 0.676 | 0.032 | 0.004 | 0.635 | 0.062 | -0.003 | -0.008 | 0.015 | 0.274 |
| Internet_Speed_Category | 0.081 | 0.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.019 | 0.031 | 0.000 | 0.000 | 0.059 | 1.000 | 0.034 | 0.000 | 0.000 | 0.041 | 0.042 | 0.018 | 0.000 | 0.031 | 0.000 | 0.000 | 0.000 | 0.022 | 0.000 | 0.000 | 0.000 | 0.036 |
| Job_Level | 0.315 | 0.000 | 0.000 | 0.011 | 0.016 | 0.085 | 0.000 | 0.000 | 0.031 | 0.029 | 0.097 | 0.034 | 1.000 | 0.000 | 0.039 | 0.018 | 0.000 | 0.000 | 0.112 | 0.105 | 0.000 | 0.000 | 0.102 | 0.033 | 0.000 | 0.000 | 0.032 | 0.517 |
| Job_Satisfaction | 0.134 | -0.027 | 0.000 | 0.000 | 0.078 | 0.434 | 0.000 | 0.065 | 0.056 | 0.011 | 0.401 | 0.000 | 0.000 | 1.000 | 0.009 | 0.263 | 0.000 | 0.009 | 0.460 | 0.420 | 0.000 | -0.007 | 0.407 | 0.044 | -0.003 | -0.045 | 0.024 | 0.155 |
| Location_Type | 0.050 | 0.000 | 0.000 | 0.000 | 0.051 | 0.076 | 0.000 | 0.000 | 0.019 | 0.042 | 0.000 | 0.000 | 0.039 | 0.009 | 1.000 | 0.000 | 0.039 | 0.022 | 0.033 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.056 | 0.000 | 0.000 | 0.000 |
| Manager_Support_Level | 0.025 | 0.000 | 0.000 | 0.000 | 0.017 | 0.132 | 0.025 | 0.000 | 0.025 | 0.000 | 0.134 | 0.041 | 0.018 | 0.263 | 0.000 | 1.000 | 0.000 | 0.000 | 0.153 | 0.143 | 0.000 | 0.021 | 0.122 | 0.022 | 0.000 | 0.011 | 0.012 | 0.000 |
| Marital_Status | 0.000 | 0.000 | 0.000 | 0.018 | 0.028 | 0.000 | 0.000 | 0.064 | 0.000 | 0.045 | 0.000 | 0.042 | 0.000 | 0.000 | 0.039 | 0.000 | 1.000 | 0.000 | 0.015 | 0.027 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.067 | 0.000 | 0.000 |
| Meetings_Per_Week | 0.048 | 0.021 | 0.047 | 0.000 | 0.034 | -0.005 | 0.060 | 0.048 | 0.048 | 0.000 | 0.007 | 0.018 | 0.000 | 0.009 | 0.022 | 0.000 | 0.000 | 1.000 | 0.001 | -0.001 | 0.019 | -0.014 | 0.021 | 0.000 | -0.025 | 0.016 | 0.034 | 0.040 |
| Productivity_Score | 0.265 | -0.016 | 0.027 | 0.037 | 0.000 | 0.799 | 0.043 | 0.078 | 0.099 | 0.030 | 0.735 | 0.000 | 0.112 | 0.460 | 0.033 | 0.153 | 0.015 | 0.001 | 1.000 | 0.877 | 0.000 | -0.014 | 0.844 | 0.000 | 0.010 | -0.029 | 0.037 | 0.311 |
| Quality_Score | 0.254 | -0.026 | 0.028 | 0.026 | 0.000 | 0.734 | 0.082 | 0.000 | 0.079 | 0.000 | 0.676 | 0.031 | 0.105 | 0.420 | 0.000 | 0.143 | 0.027 | -0.001 | 0.877 | 1.000 | 0.064 | 0.009 | 0.756 | 0.000 | 0.015 | -0.035 | 0.027 | 0.302 |
| Response_Quality | 0.000 | 0.058 | 0.037 | 0.041 | 0.053 | 0.000 | 0.000 | 0.000 | 0.032 | 0.055 | 0.032 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.019 | 0.000 | 0.064 | 1.000 | 0.043 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.032 |
| Stress_Level | -0.020 | -0.012 | 0.039 | 0.030 | 0.000 | -0.009 | 0.013 | 0.035 | 0.000 | 0.030 | 0.004 | 0.000 | 0.000 | -0.007 | 0.000 | 0.021 | 0.000 | -0.014 | -0.014 | 0.009 | 0.043 | 1.000 | -0.031 | 0.007 | -0.028 | -0.005 | -0.015 | -0.032 |
| Task_Completion_Rate | 0.238 | -0.038 | 0.000 | 0.052 | 0.039 | 0.705 | 0.066 | 0.000 | 0.084 | 0.050 | 0.635 | 0.000 | 0.102 | 0.407 | 0.000 | 0.122 | 0.000 | 0.021 | 0.844 | 0.756 | 0.000 | -0.031 | 1.000 | 0.000 | 0.026 | -0.023 | 0.022 | 0.267 |
| Team_Collaboration_Frequency | 0.000 | 0.000 | 0.030 | 0.000 | 0.033 | 0.032 | 0.045 | 0.000 | 0.000 | 0.000 | 0.062 | 0.022 | 0.033 | 0.044 | 0.000 | 0.022 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 1.000 | 0.025 | 0.000 | 0.020 | 0.000 |
| WFH_Days_Per_Week | 0.013 | -0.456 | 0.053 | 0.012 | 0.016 | -0.009 | 0.000 | 0.000 | 0.000 | 0.031 | -0.003 | 0.000 | 0.000 | -0.003 | 0.056 | 0.000 | 0.000 | -0.025 | 0.010 | 0.015 | 0.000 | -0.028 | 0.026 | 0.025 | 1.000 | 0.005 | -0.033 | 0.011 |
| Work_Hours_Per_Week | -0.036 | 0.025 | 0.022 | 0.012 | 0.000 | -0.103 | 0.018 | 0.021 | 0.000 | 0.000 | -0.008 | 0.000 | 0.000 | -0.045 | 0.000 | 0.011 | 0.067 | 0.016 | -0.029 | -0.035 | 0.000 | -0.005 | -0.023 | 0.000 | 0.005 | 1.000 | 0.036 | -0.017 |
| Work_Life_Balance | -0.030 | 0.000 | 0.000 | 0.029 | 0.024 | 0.021 | 0.000 | 0.023 | 0.000 | 0.021 | 0.015 | 0.000 | 0.032 | 0.024 | 0.000 | 0.012 | 0.000 | 0.034 | 0.037 | 0.027 | 0.000 | -0.015 | 0.022 | 0.020 | -0.033 | 0.036 | 1.000 | -0.023 |
| Years_Experience | 0.697 | 0.012 | 0.000 | 0.000 | 0.045 | 0.279 | 0.000 | 0.000 | 0.000 | 0.058 | 0.274 | 0.036 | 0.517 | 0.155 | 0.000 | 0.000 | 0.000 | 0.040 | 0.311 | 0.302 | 0.032 | -0.032 | 0.267 | 0.000 | 0.011 | -0.017 | -0.023 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| Employee_ID | Age | Years_Experience | WFH_Days_Per_Week | Gender | Education_Level | Marital_Status | Has_Children | Location_Type | Department | Job_Level | Company_Size | Industry | Home_Office_Quality | Internet_Speed_Category | Work_Hours_Per_Week | Manager_Support_Level | Team_Collaboration_Frequency | Productivity_Score | Task_Completion_Rate | Quality_Score | Innovation_Score | Efficiency_Rating | Meetings_Per_Week | Commute_Time_Minutes | Job_Satisfaction | Stress_Level | Work_Life_Balance | Survey_Date | Response_Quality | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | EMP0001 | 39 | 10 | 2 | Female | Associate Degree | Married | Yes | Urban | Product | Mid-Level | Large (1001-5000) | Finance | Good | Very Fast (100+ Mbps) | 41 | Low | Few times per week | 52.2 | 56.6 | 58.1 | 52.1 | 72.1 | 4 | 48 | 55.9 | 6 | 8 | 2024-04-05 | Medium |
| 1 | EMP0002 | 33 | 4 | 5 | Female | Master Degree | Married | No | Urban | Customer Success | Senior | Startup (1-50) | Education | Good | Very Fast (100+ Mbps) | 52 | Moderate | Monthly | 81.5 | 70.8 | 93.3 | 77.9 | 89.5 | 12 | 0 | 96.1 | 3 | 8 | 2024-01-29 | High |
| 2 | EMP0003 | 40 | 3 | 3 | Male | PhD | Single | Yes | Rural | Operations | Mid-Level | Medium (201-1000) | Technology | Excellent | Fast (50-100 Mbps) | 43 | Moderate | Few times per week | 82.2 | 81.9 | 84.7 | 63.2 | 95.0 | 15 | 24 | 90.4 | 5 | 6 | 2024-01-18 | High |
| 3 | EMP0004 | 48 | 14 | 3 | Male | Bachelor Degree | Married | Yes | Urban | Finance | Manager | Medium (201-1000) | Technology | Excellent | Very Fast (100+ Mbps) | 45 | High | Daily | 75.6 | 70.2 | 67.8 | 82.5 | 95.0 | 8 | 8 | 100.0 | 10 | 5 | 2024-04-18 | High |
| 4 | EMP0005 | 32 | 6 | 5 | Male | High School | Divorced | Yes | Rural | Engineering | Senior | Small (51-200) | Technology | Average | Moderate (25-50 Mbps) | 42 | Very Low | Few times per week | 98.0 | 98.2 | 86.4 | 67.5 | 95.0 | 10 | 0 | 100.0 | 3 | 4 | 2024-02-19 | High |
| 5 | EMP0006 | 32 | 7 | 4 | Male | Bachelor Degree | In Relationship | No | Urban | HR | Mid-Level | Medium (201-1000) | Technology | Good | Very Fast (100+ Mbps) | 43 | Very High | Few times per week | 62.0 | 59.8 | 60.6 | 44.2 | 72.5 | 7 | 49 | 100.0 | 7 | 5 | 2024-02-15 | Medium |
| 6 | EMP0007 | 49 | 1 | 2 | Female | High School | In Relationship | No | Suburban | Marketing | Junior | Enterprise (5000+) | Education | Average | Moderate (25-50 Mbps) | 38 | Moderate | Few times per week | 66.2 | 75.0 | 65.8 | 79.4 | 90.0 | 10 | 12 | 100.0 | 8 | 3 | 2024-02-12 | Medium |
| 7 | EMP0008 | 41 | 11 | 0 | Female | Bachelor Degree | Married | No | Suburban | Sales | Manager | Large (1001-5000) | Media | Excellent | Very Fast (100+ Mbps) | 45 | Moderate | Weekly | 77.2 | 75.0 | 86.3 | 75.2 | 94.8 | 7 | 13 | 100.0 | 4 | 5 | 2024-02-01 | High |
| 8 | EMP0009 | 30 | 4 | 4 | Non-binary | Master Degree | Single | No | Urban | Engineering | Senior | Startup (1-50) | Technology | Average | Very Fast (100+ Mbps) | 47 | Moderate | Weekly | 73.8 | 69.0 | 89.1 | 76.1 | 93.0 | 3 | 25 | 92.4 | 8 | 7 | 2024-04-18 | Medium |
| 9 | EMP0010 | 39 | 9 | 4 | Female | PhD | Divorced | Yes | Urban | Engineering | Senior | Large (1001-5000) | Media | Good | Slow (<25 Mbps) | 32 | High | Daily | 72.4 | 77.0 | 83.6 | 80.2 | 87.4 | 6 | 31 | 100.0 | 4 | 4 | 2024-01-28 | High |
| Employee_ID | Age | Years_Experience | WFH_Days_Per_Week | Gender | Education_Level | Marital_Status | Has_Children | Location_Type | Department | Job_Level | Company_Size | Industry | Home_Office_Quality | Internet_Speed_Category | Work_Hours_Per_Week | Manager_Support_Level | Team_Collaboration_Frequency | Productivity_Score | Task_Completion_Rate | Quality_Score | Innovation_Score | Efficiency_Rating | Meetings_Per_Week | Commute_Time_Minutes | Job_Satisfaction | Stress_Level | Work_Life_Balance | Survey_Date | Response_Quality | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1490 | EMP1491 | 30 | 1 | 4 | Male | PhD | Married | Yes | Urban | HR | Junior | Startup (1-50) | Technology | Good | Very Fast (100+ Mbps) | 44 | Moderate | Few times per week | 72.0 | 72.0 | 86.7 | 59.9 | 93.5 | 11 | 30 | 86.5 | 5 | 7 | 2024-05-15 | High |
| 1491 | EMP1492 | 58 | 12 | 1 | Male | Bachelor Degree | Married | Yes | Suburban | Operations | Senior | Small (51-200) | Finance | Good | Fast (50-100 Mbps) | 35 | Moderate | Monthly | 94.5 | 100.0 | 90.2 | 94.9 | 95.0 | 6 | 0 | 100.0 | 6 | 6 | 2024-01-30 | High |
| 1492 | EMP1493 | 29 | 4 | 4 | Female | Bachelor Degree | Married | Yes | Suburban | Product | Mid-Level | Small (51-200) | Technology | Average | Fast (50-100 Mbps) | 40 | Moderate | Daily | 98.0 | 98.1 | 96.3 | 93.6 | 95.0 | 5 | 20 | 100.0 | 6 | 5 | 2024-04-06 | Low |
| 1493 | EMP1494 | 36 | 8 | 0 | Female | Bachelor Degree | Divorced | No | Suburban | Engineering | Mid-Level | Enterprise (5000+) | Healthcare | Good | Fast (50-100 Mbps) | 40 | Moderate | Daily | 95.0 | 98.5 | 94.8 | 82.8 | 95.0 | 9 | 31 | 100.0 | 6 | 7 | 2024-04-30 | High |
| 1494 | EMP1495 | 48 | 2 | 0 | Female | Bachelor Degree | Married | No | Suburban | Engineering | Mid-Level | Medium (201-1000) | Non-profit | Poor | Moderate (25-50 Mbps) | 45 | Moderate | Daily | 52.0 | 40.0 | 50.0 | 34.4 | 64.7 | 2 | 34 | 77.6 | 6 | 6 | 2024-02-03 | High |
| 1495 | EMP1496 | 53 | 5 | 5 | Male | Master Degree | Married | No | Urban | HR | Senior | Startup (1-50) | Education | Good | Fast (50-100 Mbps) | 36 | Moderate | Weekly | 78.5 | 89.7 | 84.1 | 58.3 | 89.4 | 9 | 0 | 71.4 | 8 | 5 | 2024-03-18 | High |
| 1496 | EMP1497 | 53 | 9 | 3 | Non-binary | Master Degree | Married | Yes | Suburban | Finance | Mid-Level | Small (51-200) | Technology | Average | Very Fast (100+ Mbps) | 43 | Moderate | Weekly | 74.7 | 71.9 | 74.7 | 54.2 | 87.2 | 3 | 11 | 95.8 | 8 | 8 | 2024-05-13 | High |
| 1497 | EMP1498 | 45 | 2 | 4 | Male | Associate Degree | Single | Yes | Suburban | Engineering | Junior | Large (1001-5000) | Technology | Average | Moderate (25-50 Mbps) | 51 | Very High | Weekly | 88.6 | 92.9 | 88.4 | 71.2 | 95.0 | 11 | 34 | 100.0 | 4 | 5 | 2024-04-15 | High |
| 1498 | EMP1499 | 44 | 12 | 4 | Female | Bachelor Degree | Single | Yes | Suburban | Operations | Senior | Large (1001-5000) | Technology | Average | Fast (50-100 Mbps) | 26 | Very High | Daily | 92.1 | 74.2 | 93.9 | 88.6 | 95.0 | 10 | 6 | 100.0 | 3 | 6 | 2024-02-21 | Medium |
| 1499 | EMP1500 | 40 | 4 | 5 | Male | Bachelor Degree | Divorced | Yes | Suburban | Customer Success | Mid-Level | Enterprise (5000+) | Technology | Poor | Very Fast (100+ Mbps) | 40 | Moderate | Bi-weekly | 71.4 | 64.1 | 64.8 | 64.9 | 81.0 | 12 | 0 | 100.0 | 5 | 7 | 2024-03-20 | Low |